Socratic

<div align="center"> <p align="center"> <img src="https://github.com/akshaybahadur21/Socratic/blob/main/resources/socratic.png" width="300px"></p> </div>

A simple Mathematical utility for Humans

Code Requirements 🦄

You can install Conda for python which resolves all the dependencies for machine learning.

pip install -r requirements.txt

Modules

• Socratic Equation Solver
• Socratic Plotter

Socratic Equation Solver

Description 🐦

Need to get unstuck? This Socratic can help! This learning module, inspired by Google AI​, helps you understand your school work at a high school and university level. The Socratic module utilizes artificial intelligence to accurately predict which concepts will help a student solve their question.

Mathematical Operations 🧮

• Digits from 0-9
• Addition ➕
• Subtraction ➖
• Divide ➗
• Multiply ✖️
• Pi 🥧

Socratic Plotter

Description 🐦

The Socratic plotter module utilizes artificial intelligence to accurately predict the equation and plots a graph for students.

Plot supported 🧮

• Constants
• Linear equations

Socratic Omni

A simple AI mathematician powered by OpenAI's GPT-4o model.

Details

• Model API: GPT-4o; Gemini(integratable)
• Latency: 3-4 seconds (GPT-4o)
• Support: Images, LateX, Markdown
• Interface: Streamlit

Python Implementation 👨‍🔬

1. Network Used- Convolutional Neural Network
2. Hand Tracking - Mediapipe

If you face any problem, kindly raise an issue

Setup 🖥️

1. Add your mathematics symbol trained model in the models folder
2. Run Socratic.py -option <plot or equation>
3. Demonstrate anywhere on the screen
4. Write your equation in the green box for the machine learning model to solve it.

Execution 🐉

• For running Socratic in Python IDE

python3 Socratic.py -option <plot or equation>

• For running the streamlit version powered by GPT-4

streamlit run SocraticOmni.py

Results 📊

<p align="center"><img src="https://github.com/akshaybahadur21/BLOB/blob/master/soc.gif" height="450px"></p> <p align="center"><img src="https://github.com/akshaybahadur21/BLOB/blob/master/soc_plot.gif" height="450px"></p> <p align="center"><img src="https://github.com/akshaybahadur21/BLOB/blob/master/scoratic_omni.gif" height="450px"></p> <p align="center"><img src="https://github.com/akshaybahadur21/BLOB/blob/master/socr_omni.gif" height="450px"></p>

Cite Us :pushpin:

@article{akshaybahadur21_socratic,
author = {Bahadur, Akshay},
journal = {https://github.com/akshaybahadur21/Socratic},
month = {04},
title = {{Socratic}},
year = {2024}
}

Made with ❤️ and 🦙 by Akshay Bahadur

References 🔱

• Ivan Grishchenko and Valentin Bazarevsky, Research Engineers, Google Research. Mediapipe by Google
• Socratic by Google
• Microsoft Math Solver